Ego4D: Around the World in 3,000 Hours of Egocentric Video.

We introduce Ego4D, a massive-scale egocentric video dataset and benchmark suite. It offers 3,670 hours of daily-life activity video spanning hundreds of scenarios (household, outdoor, workplace, leisure, etc.) captured by 931 unique camera wearers from 74 worldwide locations and 9 different countries. The approach to collection is designed to uphold rigorous privacy and ethics standards, with consenting participants and robust de-identification procedures where relevant. Ego4D dramatically expands the volume of diverse egocentric video footage publicly available to the research community. Portions of the video are accompanied by audio, 3D meshes of the environment, eye gaze, stereo, and/or synchronized videos from multiple egocentric cameras at the same event. Furthermore, we present a host of new benchmark challenges centered around understanding the first-person visual experience in the past (querying an episodic memory), present (analyzing hand-object manipulation, audio-visual conversation, and social interactions), and future (forecasting activities). By publicly sharing this massive annotated dataset and benchmark suite, we aim to push the frontier of first-person perception. Project page: https://ego4d-data.org/.

Hyperacute adrenal insufficiency after hemorrhagic shock exists and is associated with poor outcomes.

BACKGROUND: Adrenal insufficiency (AI) has been extensively described in sepsis but not in acute hemorrhage. We sought to determine the incidence of hyperacute AI (HAI) immediately after hemorrhage and its association with mortality. METHODS: Patients with acute traumatic hemorrhagic shock presenting to the R Adams Cowley Shock Trauma Center prospectively had serum cortisol levels collected on admission. Inclusion criteria were hypotension and active hemorrhage. Clinicians were blinded to results, and no patient received steroids in the acute phase. The primary outcome measure was death from hemorrhage within 24 hours of admission. RESULTS: Fifty-nine patients were enrolled during an 8-month period. Mean admission cortisol level was 18.3 ± 8.9 µg/dL. Acute mortality rate from hemorrhage was 27%. Overall mortality rate was 37%. Severe HAI (serum cortisol level <10 µg/dL) was present in 10 patients (17%). Relative HAI (<25 µg/dL) was present in 51 patients (86%). Those who died of acute hemorrhage had significantly lower mean cortisol levels (11.4 ± 6.2 µg/dL vs. 20.9 ± 8.4 µg/dL, p < 0.001) as did patients who ultimately died in the hospital (12.8 ± 7.6 µg/dL vs. 21.6 ± 8.1 µg/dL, p < 0.001). In multivariate analysis, cortisol levels were associated with mortality from acute hemorrhage, with an odds ratio of 1.17 (95% confidence interval, 1.02-1.35). Adjusted receiver operating characteristic analysis indicated that serum cortisol has a 91% accuracy in differentiating survivors of acute hemorrhage from nonsurvivors. CONCLUSION: This study is the first to report that AI occurs immediately after acute injury during hemorrhagic shock and is strongly associated with mortality. HAI may be a marker of depth of shock but is potentially rapidly modifiable as opposed to other markers, such as lactate or base deficit. Further work is needed to determine whether steroid administration can change outcome in selected patients. LEVEL OF EVIDENCE: Prognostic/epidemiologic study, level III.

Evaluation of multidetector computed tomography for penetrating neck injury: a prospective multicenter study.

BACKGROUND: The purpose of this prospective multicenter study was to evaluate a clinical protocol integrating multidetector computed tomographic angiography (MDCTA) as the initial screening examination for the work-up of penetrating neck injury. METHODS: All penetrating neck injuries assessed at two Level I trauma centers (January 2009-July 2011) prospectively underwent a structured clinical examination. Those with hard signs of injury (active bleed, instability, expanding/pulsatile hematoma, bruit/thrill, hemoptysis, hematemesis, and air bubbling) underwent exploration, those who were asymptomatic were observed. The remainder, with soft signs underwent MDCTA. Sensitivity and specificity were tested against an aggregate gold standard of operative intervention, clinical follow-up, and when obtained, conventional angiography, bronchoscopy, esophagogram, and esophagoscopy. RESULTS: Four hundred fifty-three penetrating neck injuries were evaluated. Hard signs of vascular or aerodigestive tract injury were observed in 8.6% with an 89.7% incidence of clinically significant injury. 41.7% had no signs of injury and were observed with no missed injuries (follow-up, 2.6 days ± 1.1 days [1-58 days]). The remaining 225 (49.7%) underwent MDCTA (stab wound, 61.3%; gunshot wound, 37.8%; shotgun, 0.9%). The external wounds were in zone II (38.2%), multiple (28.9%), zone I (16.9%), and zone III (16.0%). Twenty-eight injuries were found in 22 patients (5 internal jugular-V, 2 external jugular-V, 1 vertebral-A, 7 common carotid-A, 2 internal carotid-A, 3 external carotid-A, 2 subclavian-A, 3 esophagus, and 3 tracheas). Five patients had false-positive findings (2 vascular and 3 aerodigestive tract). The 194 negative studies (follow-up, 5.5 days ± 7.5 days [1-27 days]) had no delayed diagnosis of injury. MDCTA was nondiagnostic in four patients (1.8%), secondary to artifact. One of these had a vertebral-A injury diagnosed at angiography. MDCTA achieved 100% sensitivity and 97.5% specificity in detecting all clinically significant injuries. CONCLUSION: In the initial evaluation of patients who have sustained penetrating neck trauma, physical examination can safely reduce unnecessary imaging. If imaging is required, MDCTA is a highly sensitive and specific screening modality for evaluating the vascular and aerodigestive structures in the neck. LEVEL OF EVIDENCE: II, prospective study.